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Deep Learning for Medical Image Analysis by Dinggang Shen, Hayit Greenspan, S. Kevin Zhou

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Chapter 6

Deep Cascaded Networks for Sparsely Distributed Object Detection from Medical Images

Hao Chen; Qi Dou; Lequan Yu; Jing Qin; Lei Zhao; Vincent C.T. Mok; Defeng Wang; Lin Shi; Pheng-Ann Heng    The Chinese University of Hong Kong, Hong Kong, ChinaThe Hong Kong Polytechnic University, Hong Kong, China

Abstract

With the development of deep learning techniques, the performance of object detection has been significantly advanced. Although various methods have been designed to detect landmarks for computer-aided diagnosis, how to efficiently and effectively leverage deep learning approaches to detect sparsely distributed objects, such as mitosis and cerebral microbleeds, from large scale medical images hasn't been fully ...

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